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dataviz OR datavis_2020-11-20_17-10-52.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 22, 2020
Short Description:
dataviz OR datavis via NodeXL https://bit.ly/396KuxC
@zeitonline
@rstatstweet
@randal_olson
@fmfrancoise
@datasciencebot_
@neilrkaye
@blkindata
@granthumphries
@datavizsociety
@nadiehbremer

Top hashtags:
#dataviz
#machinelearning
#datascience
#artificialintelligence

Description:
Description
The graph represents a network of 5,912 Twitter users whose tweets in the requested range contained "dataviz OR datavis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 21 November 2020 at 01:34 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 6-day, 5-hour, 3-minute period from Friday, 13 November 2020 at 19:39 UTC to Friday, 20 November 2020 at 00:42 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 5912
Unique Edges : 3189
Edges With Duplicates : 12521
Total Edges : 15710
Number of Edge Types : 5
Retweet : 5622
MentionsInRetweet : 6972
Tweet : 1228
Mentions : 1674
Replies to : 214
Self-Loops : 1323
Reciprocated Vertex Pair Ratio : 0.0218393922951709
Reciprocated Edge Ratio : 0.0427452542147883
Connected Components : 640
Single-Vertex Connected Components : 273
Maximum Vertices in a Connected Component : 3968
Maximum Edges in a Connected Component : 12548
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.02796
Graph Density : 0.000215562187788232
Modularity : 0.456242
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,912 Twitter users whose tweets in the requested range contained "dataviz OR datavis", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 21 November 2020 at 01:34 UTC.

The requested start date was Friday, 20 November 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 6-day, 5-hour, 3-minute period from Friday, 13 November 2020 at 19:39 UTC to Friday, 20 November 2020 at 00:42 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : dataviz OR datavis
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[119] https://www.reddit.com/r/dataisbeautiful/comments/jslbn9/us_elevation_tiles_oc/
[83] https://www.reddit.com/r/dataisbeautiful/comments/jvioev/oc_the_oldest_building_in_each_us_state/
[58] https://www.reddit.com/r/dataisbeautiful/comments/jrkoze/3d_map_of_covid_cases_by_population_march_through/
[54] https://link.medium.com/1VuojqUgubb
[49] https://www.reddit.com/r/dataisbeautiful/comments/jtkd0o/how_the_lockdown_changed_gaming_habits_the_affect/
[27] https://link.medium.com/ni1j9rbKsbb
[26] https://link.medium.com/sd0lUQGw3ab
[26] https://link.medium.com/K5VuqQwlobb
[23] https://textvis.lnu.se
[21] https://link.medium.com/uQJIvwWyxbb

Top URLs in Tweet in G1:
[1] https://www.zeit.de/wissen/gesundheit/2020-11/corona-ausbreitung-deutschland-region-hotspot-neuinfektion-karte?utm_medium=sm&utm_content=zeitde_redpost+_link_sf&utm_campaign=ref&utm_source=twitter_zonaudev_int&wt_zmc=sm.int.zonaudev.twitter.ref.zeitde.redpost.link.sf&utm_referrer=twitter
[1] https://twitter.com/COdendahl/status/1328706148078415872
[1] https://www.zeit.de/zustimmung?url=https%3A%2F%2Fwww.zeit.de%2Fwissen%2Fgesundheit%2F2020-11%2Fcorona-ausbreitung-deutschland-region-hotspot-neuinfektion-karte

Top URLs in Tweet in G2:
[53] https://link.medium.com/1VuojqUgubb
[26] https://link.medium.com/ni1j9rbKsbb
[26] https://link.medium.com/sd0lUQGw3ab
[24] https://link.medium.com/K5VuqQwlobb
[20] https://link.medium.com/uQJIvwWyxbb
[18] https://link.medium.com/zZrNsZwyrab
[17] https://link.medium.com/7LMZ75Hupbb
[17] https://numfocus.salsalabs.org/subscribe
[14] https://medium.com/towards-artificial-intelligence/decision-trees-in-machine-learning-ml-with-python-tutorial-3bfb457bce67?sk=78ec8604cabd8a926bfe92eda1c6f52a
[13] https://numfocus.org/your-support

Top URLs in Tweet in G3:
[7] https://public.tableau.com/profile/andrea.d.h#!/
[6] https://www.eventbrite.com/e/blackindataweek-2020-tickets-127652703673
[5] https://github.com/crazycapivara/mapboxer
[4] https://twitter.com/WeAreRLadies/status/1328336026755010561
[4] https://medium.com/nightingale/celebrate-blackindata-week-from-november-16-21-2020-d6a9dbec6930?utm_source=dlvr.it&utm_medium=twitter
[4] https://medium.com/nightingale/celebrate-blackindata-week-from-november-16-21-2020-d6a9dbec6930?sk=341572a0f3544c04448a002be14c9e27
[4] http://www.verigazeteciligi.com/r-ile-sehir-haritasi-yapmak/
[4] https://mailchi.mp/ac3914c86b44/veri-bulteni-4885122
[4] https://veribulteni.voyd.org.tr/e-book/
[3] https://medium.com/@connect4mary/229463d9b4c9?source=friends_link&sk=16ac487d64d3ba0226273e39ca460ff7

Top URLs in Tweet in G4:
[116] https://www.reddit.com/r/dataisbeautiful/comments/jslbn9/us_elevation_tiles_oc/
[77] https://www.reddit.com/r/dataisbeautiful/comments/jvioev/oc_the_oldest_building_in_each_us_state/
[45] https://www.reddit.com/r/dataisbeautiful/comments/jtkd0o/how_the_lockdown_changed_gaming_habits_the_affect/
[14] https://www.reddit.com/r/dataisbeautiful/comments/jwzsm6/oc_countylevel_results_of_us_2020_election/
[3] https://www.reddit.com/r/dataisbeautiful/comments/jt171t/oc_what_if_i_didnt_vote_ran_as_a_us_presidential/
[2] https://chirpty.com/
[1] https://www.cnn.com/world/live-news/coronavirus-pandemic-10-27-20-intl/h_c67fca76771bce0b533d1f5dc11f9a70
[1] https://www.reddit.com/r/dataisbeautiful/comments/jkadd0/oc_distribution_of_emotions_during_the/
[1] https://www.reddit.com/r/dataisbeautiful/comments/hdsfzd/oc_visualizing_the_growth_rate_of_covid19_across/
[1] https://www.reddit.com/r/MapPorn/comments/jufghn/last_time_each_state_voted_red_2020_edition/

Top URLs in Tweet in G5:
[7] https://www.theinfographicbible.com/
[3] https://www.fastcompany.com/90575894/we-design-maps-for-a-living-heres-who-got-the-2020-election-right
[3] https://twitter.com/sarahcpr/status/1324333128375279616
[3] https://www.graphichuntersshow.nl/
[3] https://www.reddit.com/comments/jtkd0o
[2] https://twitter.com/benmschmidt/status/1327336964127924230
[2] https://builtin.com/data-science/bar-chart-races
[2] https://dataviztoday.com/blog/59
[2] https://projects.fivethirtyeight.com/coronavirus-polls/?cid=rrpromo
[2] https://infogr8.com/product/yearinreview2020/

Top URLs in Tweet in G6:
[5] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro%2Fcreate-google-data-studio-dashboards-and-reports
[4] https://twitter.com/maartenzam/status/1328355361875783680
[4] https://twitter.com/zeitonline/status/1328659613915484161
[4] http://track.fiverr.com/visit/?bta=34119&nci=5497&campaign=685161&landingPage=http%3A%2F%2Fwww.fiverr.com%2Fnhshapiro
[3] https://twinybots.ch/
[3] https://www.archimag.com/demat-cloud/2020/11/16/dataviz-supplement-guide-solutions-marche
[3] https://twitter.com/randal_olson/status/1328394138643959809
[3] https://datingbigtits.com/
[3] https://pantyhoseok.com/
[2] https://twitter.com/benmschmidt/status/1327336964127924230

Top URLs in Tweet in G7:
[2] https://www.esri.com/arcgis-blog/products/esri-maps-office/mapping/invigorate-your-powerpoint-slideshows-with-arcgis-maps-for-office/
[2] https://www.esri.com/arcgis-blog/products/arcgis-online/3d-gis/thematic-3d-extrusion-produced-entirely-with-arcgis-online/
[2] https://www.reddit.com/r/dataisbeautiful/comments/jvtmr6/oc_an_animation_of_nbas_scoring_evolution_over/
[2] https://www.reddit.com/r/dataisbeautiful/comments/juj9o1/10_bands_of_latitude_and_longitude_with_equal/
[1] https://worldometers.info/world-population/population-by-country/
[1] https://link.medium.com/K5VuqQwlobb
[1] https://link.medium.com/HvJtz8Moobb
[1] https://link.medium.com/x7v8cjM6pbb
[1] https://link.medium.com/Q8XjsVd8pbb
[1] https://medium.com/towards-artificial-intelligence/decision-trees-in-machine-learning-ml-with-python-tutorial-3bfb457bce67?sk=78ec8604cabd8a926bfe92eda1c6f52a

Top URLs in Tweet in G8:
[5] https://www.behance.net/gallery/92410025/My-data-resume-%28dataviz%29
[4] https://twitter.com/la_lettura/status/1327239689695350788
[3] http://www.storiesbehindaline.com/
[2] https://twitter.com/rfriedman22/status/1326211470762373121
[2] https://www.odi.org/migrant-key-workers-covid-19/
[2] https://www.nytimes.com/interactive/2020/11/18/us/covid-state-restrictions.html?smid=tw-share
[2] https://stories.lavanguardia.com/breaking-news/20201112/28547/vacunas
[2] https://www.richest.mp/
[1] https://www.nytimes.com/interactive/2020/11/18/us/covid-state-restrictions.html
[1] https://www.eventbrite.co.uk/e/news-impact-summits-online-2020-data-journalism-tickets-100407058214

Top URLs in Tweet in G9:
[3] https://public.tableau.com/profile/olalekan.igboroodowo#!/vizhome/NintedoSwitchGlobalSales/Dashboard1
[3] https://public.tableau.com/profile/krishma.shah#!/vizhome/AdSpendingintheU_S/AdSpending
[3] https://advancehe.peoplehr.net/Pages/JobBoard/Opening.aspx?v=14aa0ed0-136f-40ac-bca8-948f053022e6
[3] https://tiny.cc/vqs4tz
[2] https://us02web.zoom.us/webinar/register/WN_i44Vp80dRlCeTNbKOCpzvw
[2] https://public.tableau.com/profile/azad.jivani#!/vizhome/MakeoverMonday-2020W46DigitalAdvertising/Viz
[2] https://public.tableau.com/profile/luke.austen#!/vizhome/marketingspend_16055607164260/WeeklyNewsToday
[2] https://public.tableau.com/profile/lukas.jennings#!/vizhome/MMWK46USADSpend/Dashboard12?publish=yes
[2] https://public.tableau.com/profile/james.wood5196#!/vizhome/Workbook_16055894723570/Dashboard1
[2] https://boingboing.net/2020/11/19/interactive-dataviz-showing-how-dog-breeds-are-related.html

Top URLs in Tweet in G10:
[5] https://twitter.com/maartenzam/status/1328355361875783680
[2] https://virtual.ieeevis.org/
[2] https://twitter.com/AtloTeam/status/1327180346274803713
[2] https://flowingdata.com/2020/10/13/who-makes-more-money/
[2] http://tulpinteractive.com
[1] https://www.reddit.com/r/dataisbeautiful/comments/jslbn9/us_elevation_tiles_oc/
[1] https://www.nytimes.com/interactive/2020/11/04/us/elections/florida-election-results-by-county.html
[1] https://www.indiebound.org/book/9780393358421
[1] https://booksamillion.com/p/9780393358421
[1] https://barnesandnoble.com/w/how-charts-lie-alberto-cairo/1130420282?ean=9780393358421

Top Domains
Top Domains in Tweet in Entire Graph:
[432] medium.com
[418] twitter.com
[381] reddit.com
[65] tableau.com
[46] youtube.com
[33] github.com
[30] amazon.com
[29] google.com
[29] linkedin.com
[29] lnu.se

Top Domains in Tweet in G1:
[2] zeit.de
[1] twitter.com

Top Domains in Tweet in G2:
[339] medium.com
[41] twitter.com
[17] salsalabs.org
[17] datapride.net
[13] numfocus.org
[13] datacrayon.com
[12] coviz.org
[11] freecodecamp.org
[11] forbes.com
[10] sas.com

Top Domains in Tweet in G3:
[60] twitter.com
[36] medium.com
[18] github.com
[12] verigazeteciligi.com
[11] tableau.com
[10] youtube.com
[6] eventbrite.com
[5] dataiku.com
[5] mailchi.mp
[4] statisticsglobe.com

Top Domains in Tweet in G4:
[260] reddit.com
[2] chirpty.com
[1] cnn.com
[1] engaging-data.com
[1] storiesbehindaline.com
[1] twitter.com

Top Domains in Tweet in G5:
[16] twitter.com
[7] theinfographicbible.com
[5] fastcompany.com
[5] graphichuntersshow.nl
[4] jetpack.ai
[4] reddit.com
[3] infogr8.com
[3] observablehq.com
[2] builtin.com
[2] dataviztoday.com

Top Domains in Tweet in G6:
[101] twitter.com
[9] fiverr.com
[8] medium.com
[5] johaniefournier.com
[4] archimag.com
[3] google.com
[3] twinybots.ch
[3] linkedin.com
[3] worldbank.org
[3] reddit.com

Top Domains in Tweet in G7:
[13] reddit.com
[11] medium.com
[4] esri.com
[1] worldometers.info
[1] twitter.com
[1] businessinsider.com

Top Domains in Tweet in G8:
[19] twitter.com
[9] behance.net
[4] nytimes.com
[4] odi.org
[3] youtube.com
[3] storiesbehindaline.com
[3] google.com
[2] co.uk
[2] newsimpact.io
[2] lavanguardia.com

Top Domains in Tweet in G9:
[38] tableau.com
[12] twitter.com
[6] youtube.com
[5] thebrandedsports.com
[4] linkedin.com
[3] peoplehr.net
[3] tweetedtimes.com
[3] tiny.cc
[2] co.uk
[2] zoom.us

Top Domains in Tweet in G10:
[19] twitter.com
[13] jmp.com
[2] reddit.com
[2] ieeevis.org
[2] discoverysummit.jmp
[2] flowingdata.com
[2] tulpinteractive.com
[1] nytimes.com
[1] indiebound.org
[1] booksamillion.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3585] dataviz
[817] machinelearning
[804] datascience
[564] artificialintelligence
[521] ai
[517] covid19
[388] rstats
[370] maps
[308] data
[301] python



Top Hashtags in Tweet in G1:
[3] dataviz
[1] coronavirus
[1] covid19
[1] germany
[1] icorona

Top Hashtags in Tweet in G2:
[671] machinelearning
[597] datascience
[541] artificialintelligence
[451] ai
[431] dataviz
[297] 100daysofcode
[284] python
[216] bigdata
[170] dataanalytics
[165] deeplearning

Top Hashtags in Tweet in G3:
[346] dataviz
[130] blackindataweek
[126] rstats
[121] datascience
[85] datavis
[83] machinelearning
[83] 30daymapchallenge
[77] blackindataviz
[63] dsfthegreatindoors
[61] nohabadawy

Top Hashtags in Tweet in G4:
[469] dataviz
[246] covid19
[197] pandemic
[45] gaming
[21] election2020
[3] debbiedowner
[2] washington
[2] machinelearning
[2] usa
[2] coronavirus

Top Hashtags in Tweet in G5:
[237] dataviz
[17] covid19
[15] datavisualization
[11] datavisualisation
[10] sc
[9] sctweets
[8] infographic
[8] datascience
[7] theinfobible
[7] theinfographicbible

Top Hashtags in Tweet in G6:
[248] dataviz
[29] data
[23] datavisualization
[19] datascience
[18] covid19
[16] dataanalytics
[16] analytics
[14] datavis
[12] website
[11] coronavirus

Top Hashtags in Tweet in G7:
[203] dataviz
[144] gis
[140] maps
[135] rstats
[14] artificialintelligence
[13] machinelearning
[7] esri
[7] microsoft
[6] mapping
[5] 3d

Top Hashtags in Tweet in G8:
[118] dataviz
[40] covid19
[17] nisdata
[16] migrants
[12] datajournalism
[9] datavisualization
[6] data
[5] designemergency
[5] scrollytelling
[3] publichealth

Top Hashtags in Tweet in G9:
[132] dataviz
[61] makeovermonday
[56] tableau
[29] datafam
[25] data
[19] datavisualization
[10] mmvizreview
[10] viz
[9] dataanalytics
[9] analytics

Top Hashtags in Tweet in G10:
[74] dataviz
[18] jmp
[15] statspeaking
[14] scicommbe
[6] covid19
[5] datavisualization
[5] flattenthecurve
[4] ieeevis
[4] scicomm
[4] opendata

Top Words
Top Words in Tweet in Entire Graph:
[3585] #dataviz
[1612] data
[1383] die
[817] #machinelearning
[804] #datascience
[764] land
[689] zeitonline
[685] erste
[685] welle
[685] traf

Top Words in Tweet in G1:
[1366] die
[684] zeitonline
[683] erste
[683] welle
[683] traf
[683] allem
[683] süden
[683] zweite
[683] trifft
[683] ganze

Top Words in Tweet in G2:
[671] #machinelearning
[597] #datascience
[541] #artificialintelligence
[479] danielakeane10
[454] #ai
[443] data
[431] #dataviz
[297] #100daysofcode
[284] #python
[270] science

Top Words in Tweet in G3:
[366] data
[346] #dataviz
[130] #blackindataweek
[126] #rstats
[121] #datascience
[106] blkindata
[92] introduction
[90] datavizsociety
[85] #datavis
[83] #machinelearning

Top Words in Tweet in G4:
[469] #dataviz
[453] randal_olson
[263] source
[246] #covid19
[197] #pandemic
[196] visualizing
[196] deaths
[196] spheres
[196] tank
[196] sphere

Top Words in Tweet in G5:
[237] #dataviz
[86] nadiehbremer
[82] project
[81] showing
[79] country
[78] space
[77] still
[76] another
[76] 3000
[76] active

Top Words in Tweet in G6:
[248] #dataviz
[70] data
[52] dataviz
[29] #data
[23] #datavisualization
[21] need
[19] more
[19] #datascience
[18] #covid19
[17] visualization

Top Words in Tweet in G7:
[203] #dataviz
[199] neilrkaye
[147] equal
[144] #gis
[140] #maps
[135] #rstats
[128] population
[123] latitude
[122] 10
[118] bands

Top Words in Tweet in G8:
[118] #dataviz
[40] #covid19
[31] data
[27] fedfragapane
[24] response
[17] #nisdata
[17] covid
[16] one
[16] 19
[16] special

Top Words in Tweet in G9:
[132] #dataviz
[61] #makeovermonday
[56] #tableau
[51] team
[42] week
[39] viz
[29] #datafam
[26] tableau
[26] #data
[25] biden

Top Words in Tweet in G10:
[74] #dataviz
[49] free
[47] data
[45] paper
[38] info
[38] feel
[37] virtual
[37] ieee
[37] vis
[37] website

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[685] zeitonline,die
[685] die,erste
[685] erste,welle
[685] welle,traf
[685] traf,allem
[685] allem,süden
[685] süden,die
[685] die,zweite
[685] zweite,trifft
[685] trifft,ganze

Top Word Pairs in Tweet in G1:
[683] die,erste
[683] erste,welle
[683] welle,traf
[683] traf,allem
[683] allem,süden
[683] süden,die
[683] die,zweite
[683] zweite,trifft
[683] trifft,ganze
[683] ganze,land

Top Word Pairs in Tweet in G2:
[246] data,science
[232] #artificialintelligence,#machinelearning
[179] #artificialintelligence,#ai
[179] #machinelearning,#datascience
[160] #ai,#machinelearning
[153] #machinelearning,#deeplearning
[153] machine,learning
[98] #ai,#100daysofcode
[97] science,machine
[97] learning,service

Top Word Pairs in Tweet in G3:
[75] #datascience,#datavis
[64] predicting,wine
[64] wine,quality
[63] data,scientist
[62] scientist,dataiku
[61] #nohabadawy,data
[60] dataidols,#dsfthegreatindoors
[59] #30daymapchallenge,day
[56] #datavis,datasciencefest
[55] datasciencefest,dataidols

Top Word Pairs in Tweet in G4:
[261] #dataviz,source
[197] #pandemic,#dataviz
[196] visualizing,#covid19
[196] #covid19,deaths
[196] deaths,spheres
[196] spheres,tank
[196] tank,#pandemic
[196] #dataviz,sphere
[196] sphere,death
[196] death,second

Top Word Pairs in Tweet in G5:
[77] project,#dataviz
[76] another,space
[76] space,project
[76] #dataviz,showing
[76] showing,3000
[76] 3000,still
[76] still,active
[76] active,satellites
[76] satellites,country
[76] country,orbit

Top Word Pairs in Tweet in G6:
[11] data,visualization
[11] #website,#analysis
[10] over,300
[10] 300,#fiverr
[10] #fiverr,#gigs
[10] #gigs,done
[9] read,#client
[9] #client,#reviews
[9] #reviews,#questions
[8] #dataviz,#datavisualization

Top Word Pairs in Tweet in G7:
[134] #dataviz,#rstats
[133] #maps,#gis
[132] #rstats,#maps
[118] 10,bands
[118] bands,latitude
[118] latitude,longitude
[118] longitude,equal
[116] equal,population
[116] population,#dataviz
[115] neilrkaye,10

Top Word Pairs in Tweet in G8:
[16] covid,19
[16] beautiful,#dataviz
[15] special,story
[15] story,#migrants
[15] #migrants,contributing
[15] contributing,#covid19
[15] #covid19,response
[15] response,beautiful
[14] martaforesti,special
[12] perfect,example

Top Word Pairs in Tweet in G9:
[24] covid19tracking,team
[24] team,compiled
[24] compiled,set
[24] set,lightweight
[24] lightweight,recommendations
[24] recommendations,biden
[24] biden,team
[24] team,endeavoring
[24] endeavoring,build
[24] build,national

Top Word Pairs in Tweet in G10:
[37] virtual,ieee
[37] ieee,vis
[37] vis,website
[37] website,authentication
[37] authentication,removed
[37] removed,feel
[37] feel,free
[37] free,browse
[37] browse,paper
[37] paper,info

Top Replied-To
Top Replied-To in Entire Graph:
@vicgovdhhs
@maartenzam
@dataviz_
@dataviz_1
@nadiehbremer
@yoshi_dataviz
@bcsmith0718
@nina_wallace_
@ec_dataviz
@sparsonsdataviz

Top Replied-To in G2:
@infoqfr
@helene_messager

Top Replied-To in G3:
@yoshi_dataviz
@bcsmith0718
@nina_wallace_
@ec_dataviz
@sparsonsdataviz
@chrisluv
@chanjagg
@jackiepsych
@infowetrust
@dr_xeo

Top Replied-To in G4:
@randal_olson

Top Replied-To in G5:
@nadiehbremer
@mappingmashups
@observablehq
@enjalot
@maartenzam
@datafesttbilisi
@qemistocles
@dataliteracycom
@mohamad_waked

Top Replied-To in G7:
@spatialagent
@simongerman600
@arcgisanalysis
@power_bi_dc

Top Replied-To in G8:
@emmabell42
@bls_sam
@la_lettura

Top Replied-To in G9:
@gvnshtn
@sarahlovesdata
@aiip
@google
@tableau

Top Replied-To in G10:
@maartenzam
@nico_lambert
@leaverou
@dansleslimbes
@infowetrust
@albertocairo
@visualisingdata

Top Mentioned
Top Mentioned in Entire Graph:
@zeitonline
@danielakeane10
@randal_olson
@neilrkaye
@granthumphries
@harbrimah
@stampwords
@blkindata
@datavizsociety
@nadiehbremer

Top Mentioned in G1:
@zeitonline
@meddynyt
@codendahl

Top Mentioned in G2:
@danielakeane10
@harbrimah
@milos_agathon
@tableau
@bomoimajid
@alekswritescode
@isitceurope
@tut_ml
@flexmonster
@numfocus

Top Mentioned in G3:
@blkindata
@datavizsociety
@dataiku
@dataidols
@datasciencefest
@wearerladies
@teneikaask_you
@realscientists
@dr_xeo
@aldatavizguy

Top Mentioned in G4:
@randal_olson
@johnshopkinssph
@chirpty_team
@psosa077
@fedfragapane
@geologyworkscom
@nadiehbremer
@vocesensalud
@vangoghworks
@aldatavizguy

Top Mentioned in G5:
@nadiehbremer
@karim_douieb
@stamen
@mappingmashups
@fastcodesign
@munishdatta
@observablehq
@mmeckf
@fivethirtyeight
@infogr8

Top Mentioned in G6:
@eelrekab
@nh_shapiro
@puzkas
@seozillow

Top Mentioned in G7:
@neilrkaye
@danielakeane10
@simongerman600
@esri
@gis_bandit
@esrislgov
@office
@mspowerpoint_
@arcgisapps
@esribizteam

Top Mentioned in G8:
@fedfragapane
@la_lettura
@ejcnet
@martaforesti
@nytimes
@datajournalism
@odidev
@vangoghworks
@kirellbenzi
@we_do_data

Top Mentioned in G9:
@covid19tracking
@abmakulec
@tableaupublic
@trimydata
@charliehtableau
@tableau
@hellofresh
@boknowsdata
@branded_sports
@youngs_palette

Top Mentioned in G10:
@yelperalp
@albertocairo
@maartenzam
@fbahoken
@gurmanbhatia
@janwillemtulp
@festivalgabo
@pfsmet
@gijn
@bluepharmasa

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@chidambara09
@rodolfoxoliz
@cybersec_feeds
@aaroncuddeback
@evankirstel
@gambiste1
@rxbun
@femtech_
@derekjohnbryant

Top Tweeters in G1:
@rodolfoxoliz
@chrisbrey1
@eigensinn83
@korallenherz
@michael_kunz
@birgitlissowsky
@cyrus_mcdugan
@nicebastard
@ecakir67
@countup

Top Tweeters in G2:
@sectest9
@chidambara09
@cybersec_feeds
@aaroncuddeback
@femtech_
@xaelbot
@codernotesbot
@codedailybot
@itknowingness
@100xcode

Top Tweeters in G3:
@luhayeaye
@johnjonny1
@d_melissa2
@ti_enjoli
@metrocdmx
@yvesmulkers
@rstatstweet
@theeconomist
@funfettipancake
@realscientists

Top Tweeters in G4:
@rxbun
@marthalynneowe1
@radlein
@robertloerzel
@drdind
@visaradah
@jlownlaw
@bsy1759
@gyultaste
@jchrispires

Top Tweeters in G5:
@rosenchild
@corruptnsw
@terrinakamura
@usatoday
@burritojustice
@fastcompany
@teadrivendev
@thetimes
@marshal007_
@greentechdon

Top Tweeters in G6:
@pfanderson
@thearticletrunk
@riendeberre
@topnewsites
@patterfloof
@djgrothe
@puzkas
@pixeltoo
@bryanbastin
@rimwellc

Top Tweeters in G7:
@derekjohnbryant
@suestroud
@arjpascal
@kataphraktes
@jacopogiliberto
@caffienekitty
@office
@clementinius
@tweetledee2b
@chevillomartin

Top Tweeters in G8:
@guardian
@el_pais
@lavanguardia
@corriere
@nytimes
@financialtimes
@lupemohawk
@vannisantoni
@kikollan
@hankhc91

Top Tweeters in G9:
@dataaugmented
@pearsawfly
@itsgeorgekamau
@doggos_bot
@google
@jenstirrup
@brookingsinst
@ardalby71
@msexcel
@trappedalien

Top Tweeters in G10:
@abcnews
@macharoesink
@dbkell
@regamertron
@iamthemoi
@seni_bl
@nholzschuch
@albertocairo
@dansleslimbes
@fundaciongabo


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